EDUMATIC: Jurnal Pendidikan Informatika
Vol 9 No 2 (2025): Edumatic: Jurnal Pendidikan Informatika

Community Detection in Scientific Collaboration Networks using the Louvain Method

Octariana, Ghina Briliana Fatin (Unknown)
Wijayanto, Heri (Unknown)
Putra, I Gede Darmawan Adi Pratama (Unknown)



Article Info

Publish Date
17 Aug 2025

Abstract

This research aims to identify the collaboration of authors in scientific publication networks, which is increasingly important due to the rapid growth of research output using the Louvain method. Understanding the structure of collaboration can help reveal the formation of research communities and the key actors within them. To achieve this, we use three centrality metrics, each of which has a function to help understand collaboration between authors. Authors with ID P107 in degree centrality, authors with ID 177 in betweenness centrality and authors with ID P174 closeness centrality. In applying the Louvain method, the results show a fairly high modularity score of 0.7689, which indicates optimal separation between clusters. This finding shows that although Louvain is quite efficient in separating communities.

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Journal Info

Abbrev

edumatic

Publisher

Subject

Computer Science & IT Education

Description

EDUMATIC: Jurnal Pendidikan Informatika (e-ISSN: 2549-7472) adalah jurnal ilmiah bidang pendidikan informatika yang diterbitkan oleh Universitas Hamzanwadi dua kali setahun yaitu pada bulan Juni dan Desember. Adapun fokus dan skup jurnal ini adalah (1) Komputer dan Informatika dalam Pendidikan; (2) ...